Azure / Azure/MachineLearningNotebooks

Azure AutoML not working properly in Tutorial-NYCTaxi python notebook

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描述

Hi, the sample on https://github.com/Azure/MachineLearningNotebooks/tree/master/tutorials/regression-automl-nyc-taxi-data
Seems not to be working now "out of the box" and failing when invoking AutoML...

Concretely, when on the step "Train the automatic regression model" right on submitting the AutoML experiment - it was working before, so seems recent/due to some changes), upon executing this cell:
```
from azureml.core.experiment import Experiment
experiment = Experiment(ws, "Tutorial-NYCTaxi")
local_run = experiment.submit(automl_config, show_output=True)
```

theres happens a ValidationException "ValidationException: ValidationException: Message: Install the required versions of packages using the requirements file. Requirements file location: /anaconda/envs/azureml_py38/lib/python3.8/site-packages/azureml/automl/core/validated_linux_requirements.txt. Alternatively, use remote target to avoid dependency management. Package name/Required version/Installed version azureml-automl-runtime/scipy<=1.5.2,>=1.0.0/scipy 1.5.3 azureml-automl-runtime/scikit-learn<0.23.0,>=0.19.0/scikit-learn 1.0.2 azureml-train-automl-runtime/scipy<=1.5.2,>=1.0.0/scipy 1.5.3 azureml-train-automl-runtime/scikit-learn<0.23.0,>=0.19.0/scikit-learn 1.0.2 InnerException: None ErrorResponse { "error": { "code": "UserError", "message": "Install the required versions of packages using the requirements file. Requirements file location: /anaconda/envs/azureml_py38/lib/python3.8/site-packages/azureml/automl/core/validated_linux_requirements.txt. Alternatively, use remote target to avoid dependency management. \nPackage name/Required version/Installed version\nazureml-automl-runtime/scipy<=1.5.2,>=1.0.0/scipy 1.5.3\nazureml-automl-runtime/scikit-learn<0.23.0,>=0.19.0/scikit-learn 1.0.2\nazureml-train-automl-runtime/scipy<=1.5.2,>=1.0.0/scipy 1.5.3\nazureml-train-automl-runtime/scikit-learn<0.23.0,>=0.19.0/scikit-learn 1.0.2", "target": "azureml-automl-runtime,azureml-train-automl-runtime", "inner_error": { "code": "NotSupported", "inner_error": { "code": "IncompatibleOrMissingDependency" } }, "reference_code": "435ab938-fd87-49bc-932e-6eec0d6aee4f" } }"

I am executing this using a default compute instance and the Python 3.8 kernel with AzureML.
It fails with the experiment.submit, experiment.submit(automl_config, show_output=True)

I tried to install the referred requirements file, but cannot be found "pip install -r /anaconda/envs/azureml_py38/lib/python3.8/site-packages/azureml/automl/core/validated_linux_requirements.tx"

How can I resolve the dependencies properly? Earlier times it worked as a charm, without issues...

貢獻指南

這個儲存庫沒有索引到貢獻指南

研究方向

從 tutorials/regression-automl-nyc-taxi-data 和「Train the automatic regression model」步驟開始,接著檢查失敗的 experiment.submit 呼叫,以及 Python 3.8 Azure ML 環境中回報的套件版本。完成的定義是教學課程能在沒有 scipy 和 scikit-learn 相依性不相容錯誤的情況下提交 AutoML 實驗。

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評估

技術堆疊
azure, jupyter-notebook, python
領域
cloud, machine-learning
Issue 類型
缺陷
難度
3/5
預估耗時
1-2 天
活躍度
停滯
描述清晰度
基本清楚
新手友好度
25/100

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